SOC PROGRAMMABLE LOGIC DEVICE
Abstract
A System-on-Chip Programmable Logic device, SoC PL (2), for performing a distributed and diverse inference task, the SoC PL (2) comprising a Host Processing System, PS (3), configured to receive an external request which relates to the inference task, and is accompanied by input data, and load configuration data of a deep neural network, DNN, corresponding to the received inference task upon receiving the external request; and a Programmable Logic, PL (7), including an input buffer (9) configured to store the loaded configuration data from the PS (3) under control of the PS (3), and a plurality of processing elements, PEs (11), configured to perform inference on the input data under use of the DNN when the PS (3) indicates that the input buffer (9) is ready, wherein the PEs (11) form a systolic array.
Inventors 2
- Haris Gacanin Aachen author as filed: Gacanin, Haris
- Mohsen Pourghasemian Aachen author as filed: Pourghasemian, Mohsen
Inventors are linked to an Aachen author when surname and first name match exactly one author.
Applicants
- RHEINISCH-WESTFÄLISCHE TECHNISCHE HOCHSCHULE AACHEN RWTH Aachen University
Cited papers 0 in the database
Non-patent literature as cited (7)
- - PAUL DEBDEEP ET AL: "Hardware-Software Co-design Approach for Deep Learning Inference", 2019 7TH INTERNATIONAL CONFERENCE ON SMART COMPUTING & COMMUNICATIONS (ICSCC), IEEE, 28 June 2019 (2019-06-28), pages 1 - 5, XP033617508, DOI: 10.1109/ICSCC.2019.8843626
- - BENJAMIN BIGGS ET AL: "ATHEENA: A Toolflow for Hardware Early-Exit Network Automation", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 17 April 2023 (2023-04-17), XP091487598
- - CHOI KYUBAIK ET AL: "An Efficient CNN Accelerator for Low-Cost Edge Systems", ACM TRANSACTIONS ON EMBEDDED COMPUTING SYSTEMS, ACM, NEW YORK, NY, US, vol. 21, no. 4, 23 August 2022 (2022-08-23), pages 1 - 20, XP059024111, ISSN: 1539-9087, DOI: 10.1145/3539224
- - FEI CHEN ET AL: "Enabling FPGAs in the cloud", COMPUTING FRONTIERS, ACM, 2 PENN PLAZA, SUITE 701 NEW YORK NY 10121-0701 USA, 20 May 2014 (2014-05-20), pages 1 - 10, XP058051315, ISBN: 978-1-4503-2870-8, DOI: 10.1145/2597917.2597929
- - LASKARIDIS STEFANOS STEFANOS L@SAMSUNG COM ET AL: "Adaptive Inference through Early-Exit Networks Design, Challenges and Directions", PROCEEDINGS OF THE 5TH INTERNATIONAL WORKSHOP ON EMBEDDED AND MOBILE DEEP LEARNING, ACMPUB27, NEW YORK, NY, USA, 25 June 2021 (2021-06-25), pages 1 - 6, XP058566795, ISBN: 978-1-4503-8598-5, DOI: 10.1145/3469116.3470012
- - ARIAN BAKHTIARNIA ET AL: "Dynamic Split Computing for Efficient Deep Edge Intelligence", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 17 June 2022 (2022-06-17), XP091248172
- - MATSUBARA YOSHITOMO ET AL: "Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges", ACM COMPUTING SURVEYS, ACMPUB27, NEW YORK, NY, vol. 55, no. 5, 3 December 2022 (2022-12-03), pages 1 - 30, XP059445006, ISSN: 0360-0300, DOI: 10.1145/3527155